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20212026
most citedVioLA: Unified Codec Language Models for Speech Recognition, Synthesis, and Translation

17 citations · 21 across the 47 of their papers we have counts for

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cs.CL2026

EmoS: A Theory-Grounded Framework for Evaluating and Aligning Emotional Intelligence in Spoken Language Models

Junyu Wang, Siyuan Zhang, Peiyuan Jiang +11

Despite significant advances in instruction-following and auditory comprehension, the evaluation of Emotional Intelligence (EI) in Spoken Language Models (SLMs) remains confined to…

cs.CL2025

POTSA: A Cross-Lingual Speech Alignment Framework for Speech-to-Text Translation

Xuanchen Li, Chenrui Cui, Tianrui Wang +9

Speech Large Language Models have achieved breakthroughs in multilingual speech-to-text translation. However, existing approaches often overlook semantic commonalities across sourc…

cs.CL2025

Evaluating Bias in Spoken Dialogue LLMs for Real-World Decisions and Recommendations

Yihao Wu, Tianrui Wang, Yizhou Peng +5

While biases in large language models (LLMs), such as stereotypes and cultural tendencies in outputs, have been examined and identified, their presence and characteristics in spoke…

cs.CL2025

Adapting Whisper for Code-Switching through Encoding Refining and Language-Aware Decoding

Jiahui Zhao, Hao Shi, Chenrui Cui +5

Code-switching (CS) automatic speech recognition (ASR) faces challenges due to the language confusion resulting from accents, auditory similarity, and seamless language switches. A…

cs.CL2023★ 17 cited

VioLA: Unified Codec Language Models for Speech Recognition, Synthesis, and Translation

Tianrui Wang, Long Zhou, Ziqiang Zhang +6

Recent research shows a big convergence in model architecture, training objectives, and inference methods across various tasks for different modalities. In this paper, we propose V…